RTL is crown-jewel IP, hardware assigns concurrently not sequentially, and most enterprise GenAI pilots are failing. The software AI playbook doesn’t transfer to chip design — the training data isn’t there, the semantics don’t map. Here’s what it actually takes to embed AI into chip development workflows.